ANTI-SWAY CONTROL FOR OVERHEAD CRANES USING NEURAL NETWORKS

被引:0
|
作者
Abe, Akira [1 ]
机构
[1] Asahikawa Natl Coll Technol, Dept Informat Syst Engn, Asahikawa, Hokkaido 0718142, Japan
关键词
Crane system; Anti-sway control; Radial basis function networks; Particle swarm optimization; PARTICLE SWARM; OPTIMIZATION; SYSTEMS; VIBRATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an anti-sway control for overhead cranes using neural networks. To reduce the sway of a load after positioning to the greatest extent possible, we construct a trajectory for the position of the trolley. Radial basis function networks (RBFNs) are employed to generate the desired trolley position. Thereafter, a particle swarm optimization (PSO) is used as a learning algorithm in which the maximum swing angle after positioning is adopted as the objective function to be optimized. By moving the trolley along the trajectory thus generated, the sway angle can be suppressed. The performance of the proposed anti-sway control is confirmed by numerical simulations. Furthermore, the realization and effectiveness of the present approach are verified by experiment.
引用
收藏
页码:4251 / 4262
页数:12
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